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物理AI走向真实世界：数据闭环是规模化落地的关键
IDC认为，硬件决定系统能否稳定进入现场，软件影响学习速度、验证效率和复制能力，数据闭环负责把应用需求、软件工具和硬件执行连接起来。物理AI未来的差距，会越来越多地体现在运行数据能否沉淀为场景资产、验证用例和模型更新。
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AI Infrastructure Spending Holds Near $90 Billion in Q1 2026 as ARM Overtakes x86 in Accelerated Servers; 2026 Forecast Raised to $497 Billion
The Q1 2026 results confirm that AI infrastructure investment has moved well beyond initial proof-of-concept phases into a sustained, multi-year capital commitment cycle while the...
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IDC Quanta: Your Analyst Team, Now in Your Inbox
This is the second post in Meet IDC Quanta, a short series showing what the product actually does, starting with the portal, then your inbox,...
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Industrial AI: why owning the context layer is the next big battle
Industrial data: from visibility to business value For more than a decade, industrial digital transformation centered on visibility. Manufacturers invested heavily in connected assets, historians,...
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WAIC 智能终端产业质变已至：现场实景和IDC数据告诉我们什么？
全球智能终端产业已正式告别概念化技术叙事，AI从附加功能升级为重构硬件、交互与产业格局的底层核心。对于不同角色的参与者而言，这场变化的含义与应对路径各不相同。
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More Intelligence for the Investment: Inside IDC’s New Packaging Model
Technology markets rarely fit into a single bucket and neither should your intelligence. IDC’s experts take a rigorous, specialized approach to every market they cover. For example, our Security Technologies team doesn’t take a blanket approach to enterprise...
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The Business Case for Putting Market Intelligence in Every Team’s Hands
At the IDC Quanta launch webinar, Jamie Fiorda, SVP of Product Marketing at IDC, laid out why the gap between how fast markets move and...
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Digital Fortresses in the Desert
The word “cloud” carries an aura of weightlessness and a borderless ether that is beyond geography or gravity. However, in the world of technology, cloud...
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Mastering the Basics: How Retailers Can Succeed in the Age of AI
The retail industry is at a turning point with automation and AI. For many retailers, the goal is simple: use technology to improve efficiency and...
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